PBF Energy AI Brand Visibility (December, 2025)

ChatGPT Visibility Report

AI Brand Visibility for PBF Energy (pbfenergy.com) points to an extremely low level of exposure in AI results, with oil refining and distribution leading AI exposure on a Visibility Index of 88, an average rank of 8.0, and appearing in around 100% of measured iterations. Across all 5 entities linked to PBF Energy, the average Visibility Index is about 20, with very limited LLM confidence at roughly 13% and limited brand discovery around 25%. For the top entity oil refining and distribution, AI responses show solid confidence at about 67% and very strong brand match near 100%, indicating above average visibility quality for the strongest touchpoint. Another key entity, energy market dynamics analysis, holds a extremely low Visibility Index of 13 with limited discovery (about 25% of responses) and no measurable confidence near 0%. Taken together, these results show that PBF Energy is still early in its AI visibility journey and will benefit from focused initiatives to increase recognition in model responses.

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Company Name: PBF Energy

Website: pbfenergy.com

Stock Symbol: PBF

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Relevant Entities

Renewable energy transition strategies Oil refining and distribution Sustainable fuel production methods Environmental impact management practices Energy market dynamics analysis See More Entities

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RankLens measures how visible a brand is inside large language models (LLMs). It runs controlled sampling of AI responses, tracks where and how often your brand is mentioned, and normalizes the results into a Visibility Index so you can benchmark and track AI brand presence over time. RankLens is based on Entity-Conditioned Probing + Resampling principles.

Rank (Avg)

Average ranking position of the entity across all sampling iterations (lower is better).

LLM Confidence

The normalized confidence score the LLM reports for its answers including your brand.

Brand Appearance (SoV)

How many times the brand or website appears in the sampled responses out of total iterations. Share of Voice (SoV): % of all responses the AI assigned to a brand compared to all other brands.

Brand Discovery

The probability (as a percentage) that the brand appears in an LLM response for the tested entities.

Brand Target

A normalized measure based on confidence interval width showing how tightly focused the LLM responses are on the brand.

Brand Match

Accuracy of matching the results to the intended brand name or website.

Visibility Index

An overall score out of 100 combining probability, confidence, and targeting to summarize AI brand visibility.

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